Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	3656
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	485.6 KiB
Average record size in memory	136.0 B

Variable types

Categorical	8
Numeric	8

Alerts

`cigsPerDay` is highly overall correlated with `currentSmoker`	High correlation
`currentSmoker` is highly overall correlated with `cigsPerDay`	High correlation
`diaBP` is highly overall correlated with `prevalentHyp` and 1 other fields	High correlation
`diabetes` is highly overall correlated with `glucose`	High correlation
`glucose` is highly overall correlated with `diabetes`	High correlation
`prevalentHyp` is highly overall correlated with `diaBP` and 1 other fields	High correlation
`sysBP` is highly overall correlated with `diaBP` and 1 other fields	High correlation
`BPMeds` is highly imbalanced (80.4%)	Imbalance
`prevalentStroke` is highly imbalanced (94.9%)	Imbalance
`diabetes` is highly imbalanced (82.0%)	Imbalance
`cigsPerDay` has 1868 (51.1%) zeros	Zeros

Reproduction

Analysis started	2024-11-11 05:06:25.929401
Analysis finished	2024-11-11 05:06:28.570885
Duration	2.64 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

male
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.1 KiB

0	2034
1	1622

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2034	55.6%
1	1622	44.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2034	55.6%
1	1622	44.4%

Most occurring characters

Value	Count	Frequency (%)
0	2034	55.6%
1	1622	44.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2034	55.6%
1	1622	44.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	3656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2034	55.6%
1	1622	44.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2034	55.6%
1	1622	44.4%

age
Real number (ℝ)

Distinct	39
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.55744

Minimum	32
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.1 KiB

Quantile statistics

Minimum	32
5-th percentile	37
Q1	42
median	49
Q3	56
95-th percentile	64
Maximum	70
Range	38
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.5611335
Coefficient of variation (CV)	0.17275173
Kurtosis	-0.99161978
Mean	49.55744
Median Absolute Deviation (MAD)	7
Skewness	0.2311704
Sum	181182
Variance	73.293006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
40	166	4.5%
46	166	4.5%
42	161	4.4%
48	149	4.1%
39	146	4.0%
41	145	4.0%
44	143	3.9%
45	140	3.8%
43	137	3.7%
52	129	3.5%
Other values (29)	2174	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32	1	< 0.1%
33	5	0.1%
34	14	0.4%
35	33	0.9%
36	77	2.1%
37	80	2.2%
38	124	3.4%
39	146	4.0%
40	166	4.5%
41	145	4.0%

Value	Count	Frequency (%)
70	1	< 0.1%
69	5	0.1%
68	16	0.4%
67	38	1.0%
66	34	0.9%
65	46	1.3%
64	80	2.2%
63	96	2.6%
62	91	2.5%
61	91	2.5%

education
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.1 KiB

1.0	1526
2.0	1101
3.0	606
4.0	423

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10968
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	2.0
3rd row	1.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
1.0	1526	41.7%
2.0	1101	30.1%
3.0	606	16.6%
4.0	423	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1526	41.7%
2.0	1101	30.1%
3.0	606	16.6%
4.0	423	11.6%

Most occurring characters

Value	Count	Frequency (%)
.	3656	33.3%
0	3656	33.3%
1	1526	13.9%
2	1101	10.0%
3	606	5.5%
4	423	3.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7312	66.7%
Other Punctuation	3656	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3656	50.0%
1	1526	20.9%
2	1101	15.1%
3	606	8.3%
4	423	5.8%

Other Punctuation

Value	Count	Frequency (%)
.	3656	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10968	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	3656	33.3%
0	3656	33.3%
1	1526	13.9%
2	1101	10.0%
3	606	5.5%
4	423	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10968	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	3656	33.3%
0	3656	33.3%
1	1526	13.9%
2	1101	10.0%
3	606	5.5%
4	423	3.9%

currentSmoker
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.1 KiB

0	1868
1	1788

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	1868	51.1%
1	1788	48.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1868	51.1%
1	1788	48.9%

Most occurring characters

Value	Count	Frequency (%)
0	1868	51.1%
1	1788	48.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1868	51.1%
1	1788	48.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	3656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1868	51.1%
1	1788	48.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1868	51.1%
1	1788	48.9%

cigsPerDay
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	33
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0221554

Minimum	0
Maximum	70
Zeros	1868
Zeros (%)	51.1%
Negative	0
Negative (%)	0.0%
Memory size	57.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	30
Maximum	70
Range	70
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.918869
Coefficient of variation (CV)	1.3210666
Kurtosis	0.9618248
Mean	9.0221554
Median Absolute Deviation (MAD)	0
Skewness	1.2298317
Sum	32985
Variance	142.05943
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	1868	51.1%
20	651	17.8%
30	191	5.2%
15	184	5.0%
10	123	3.4%
5	99	2.7%
9	99	2.7%
3	83	2.3%
40	69	1.9%
1	61	1.7%
Other values (23)	228	6.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1868	51.1%
1	61	1.7%
2	16	0.4%
3	83	2.3%
4	8	0.2%
5	99	2.7%
6	17	0.5%
7	11	0.3%
8	9	0.2%
9	99	2.7%

Value	Count	Frequency (%)
70	1	< 0.1%
60	9	0.2%
50	4	0.1%
45	3	0.1%
43	49	1.3%
40	69	1.9%
38	1	< 0.1%
35	19	0.5%
30	191	5.2%
29	1	< 0.1%

BPMeds
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.1 KiB

0.0	3545
1.0	111

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10968
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3545	97.0%
1.0	111	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3545	97.0%
1.0	111	3.0%

Most occurring characters

Value	Count	Frequency (%)
0	7201	65.7%
.	3656	33.3%
1	111	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7312	66.7%
Other Punctuation	3656	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7201	98.5%
1	111	1.5%

Other Punctuation

Value	Count	Frequency (%)
.	3656	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10968	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7201	65.7%
.	3656	33.3%
1	111	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10968	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7201	65.7%
.	3656	33.3%
1	111	1.0%

prevalentStroke
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.1 KiB

0	3635
1	21

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3635	99.4%
1	21	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3635	99.4%
1	21	0.6%

Most occurring characters

Value	Count	Frequency (%)
0	3635	99.4%
1	21	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3635	99.4%
1	21	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	3656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3635	99.4%
1	21	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3635	99.4%
1	21	0.6%

prevalentHyp
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.1 KiB

0	2517
1	1139

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2517	68.8%
1	1139	31.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2517	68.8%
1	1139	31.2%

Most occurring characters

Value	Count	Frequency (%)
0	2517	68.8%
1	1139	31.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2517	68.8%
1	1139	31.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	3656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2517	68.8%
1	1139	31.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2517	68.8%
1	1139	31.2%

diabetes
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.1 KiB

0	3557
1	99

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3557	97.3%
1	99	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3557	97.3%
1	99	2.7%

Most occurring characters

Value	Count	Frequency (%)
0	3557	97.3%
1	99	2.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3557	97.3%
1	99	2.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	3656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3557	97.3%
1	99	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3557	97.3%
1	99	2.7%

totChol
Real number (ℝ)

Distinct	241
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	236.87309

Minimum	113
Maximum	600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.1 KiB

Quantile statistics

Minimum	113
5-th percentile	170
Q1	206
median	234
Q3	263.25
95-th percentile	312
Maximum	600
Range	487
Interquartile range (IQR)	57.25

Descriptive statistics

Standard deviation	44.096223
Coefficient of variation (CV)	0.1861597
Kurtosis	1.8423574
Mean	236.87309
Median Absolute Deviation (MAD)	29
Skewness	0.6637004
Sum	866008
Variance	1944.4769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
240	69	1.9%
260	58	1.6%
220	58	1.6%
232	54	1.5%
210	51	1.4%
230	50	1.4%
250	48	1.3%
200	48	1.3%
225	46	1.3%
205	45	1.2%
Other values (231)	3129	85.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
113	1	< 0.1%
119	1	< 0.1%
124	1	< 0.1%
133	1	< 0.1%
135	2	0.1%
137	1	< 0.1%
140	2	0.1%
143	3	0.1%
144	2	0.1%
145	1	< 0.1%

Value	Count	Frequency (%)
600	1	< 0.1%
464	1	< 0.1%
453	1	< 0.1%
439	1	< 0.1%
432	1	< 0.1%
410	3	0.1%
405	1	< 0.1%
398	1	< 0.1%
392	1	< 0.1%
391	1	< 0.1%

sysBP
Real number (ℝ)

HIGH CORRELATION

Distinct	231
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.36803

Minimum	83.5
Maximum	295
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.1 KiB

Quantile statistics

Minimum	83.5
5-th percentile	104
Q1	117
median	128
Q3	144
95-th percentile	175
Maximum	295
Range	211.5
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	22.092444
Coefficient of variation (CV)	0.16690167
Kurtosis	2.2766967
Mean	132.36803
Median Absolute Deviation (MAD)	13
Skewness	1.1636945
Sum	483937.5
Variance	488.07608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130	90	2.5%
120	87	2.4%
110	83	2.3%
125	79	2.2%
115	75	2.1%
124	73	2.0%
122	70	1.9%
128	68	1.9%
116	65	1.8%
132	63	1.7%
Other values (221)	2903	79.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
83.5	2	0.1%
85	1	< 0.1%
85.5	1	< 0.1%
90	2	0.1%
92	1	< 0.1%
92.5	2	0.1%
93	2	0.1%
93.5	1	< 0.1%
94	3	0.1%
95	5	0.1%

Value	Count	Frequency (%)
295	1	< 0.1%
248	1	< 0.1%
244	1	< 0.1%
243	1	< 0.1%
232	1	< 0.1%
230	1	< 0.1%
220	2	0.1%
217	1	< 0.1%
215	2	0.1%
214	1	< 0.1%

diaBP
Real number (ℝ)

HIGH CORRELATION

Distinct	142
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.912062

Minimum	48
Maximum	142.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.1 KiB

Quantile statistics

Minimum	48
5-th percentile	66
Q1	75
median	82
Q3	90
95-th percentile	105
Maximum	142.5
Range	94.5
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.974825
Coefficient of variation (CV)	0.14442802
Kurtosis	1.2616823
Mean	82.912062
Median Absolute Deviation (MAD)	7.5
Skewness	0.7103882
Sum	303126.5
Variance	143.39644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	217	5.9%
82	138	3.8%
85	119	3.3%
70	114	3.1%
81	114	3.1%
84	104	2.8%
78	104	2.8%
90	103	2.8%
87	97	2.7%
86	94	2.6%
Other values (132)	2452	67.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
48	1	< 0.1%
51	1	< 0.1%
52	2	0.1%
53	1	< 0.1%
54	1	< 0.1%
55	3	0.1%
56	2	0.1%
57	5	0.1%
57.5	2	0.1%
58	4	0.1%

Value	Count	Frequency (%)
142.5	1	< 0.1%
140	1	< 0.1%
136	1	< 0.1%
135	2	0.1%
133	2	0.1%
132	1	< 0.1%
130	5	0.1%
128	1	< 0.1%
127.5	1	< 0.1%
125	3	0.1%

BMI
Real number (ℝ)

Distinct	1297
Distinct (%)	35.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.784185

Minimum	15.54
Maximum	56.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.1 KiB

Quantile statistics

Minimum	15.54
5-th percentile	20.0575
Q1	23.08
median	25.38
Q3	28.04
95-th percentile	32.6925
Maximum	56.8
Range	41.26
Interquartile range (IQR)	4.96

Descriptive statistics

Standard deviation	4.0659127
Coefficient of variation (CV)	0.15769018
Kurtosis	2.8349407
Mean	25.784185
Median Absolute Deviation (MAD)	2.47
Skewness	0.99937349
Sum	94266.98
Variance	16.531646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.48	18	0.5%
22.54	16	0.4%
22.91	15	0.4%
25.09	14	0.4%
22.19	14	0.4%
23.1	13	0.4%
25.23	13	0.4%
23.09	13	0.4%
22.73	12	0.3%
22.9	12	0.3%
Other values (1287)	3516	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.54	1	< 0.1%
15.96	1	< 0.1%
16.48	1	< 0.1%
16.59	2	0.1%
16.69	1	< 0.1%
16.71	1	< 0.1%
16.73	1	< 0.1%
16.75	1	< 0.1%
16.87	1	< 0.1%
16.92	1	< 0.1%

Value	Count	Frequency (%)
56.8	1	< 0.1%
51.28	1	< 0.1%
45.8	1	< 0.1%
44.71	1	< 0.1%
44.55	1	< 0.1%
44.27	1	< 0.1%
44.09	1	< 0.1%
43.69	1	< 0.1%
43.67	1	< 0.1%
43.48	1	< 0.1%

heartRate
Real number (ℝ)

Distinct	72
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.73058

Minimum	44
Maximum	143
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.1 KiB

Quantile statistics

Minimum	44
5-th percentile	60
Q1	68
median	75
Q3	82
95-th percentile	96.25
Maximum	143
Range	99
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	11.982952
Coefficient of variation (CV)	0.15823135
Kurtosis	1.0625405
Mean	75.73058
Median Absolute Deviation (MAD)	7
Skewness	0.67098224
Sum	276871
Variance	143.59114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	507	13.9%
80	336	9.2%
70	269	7.4%
60	207	5.7%
85	191	5.2%
72	184	5.0%
65	175	4.8%
90	147	4.0%
68	121	3.3%
67	86	2.4%
Other values (62)	1433	39.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44	1	< 0.1%
45	2	0.1%
46	1	< 0.1%
47	1	< 0.1%
48	3	0.1%
50	21	0.6%
52	16	0.4%
53	10	0.3%
54	11	0.3%
55	32	0.9%

Value	Count	Frequency (%)
143	1	< 0.1%
140	1	< 0.1%
130	1	< 0.1%
125	3	0.1%
122	2	0.1%
120	6	0.2%
115	5	0.1%
112	2	0.1%
110	30	0.8%
108	5	0.1%

glucose
Real number (ℝ)

HIGH CORRELATION

Distinct	138
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.856127

Minimum	40
Maximum	394
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.1 KiB

Quantile statistics

Minimum	40
5-th percentile	62
Q1	71
median	78
Q3	87
95-th percentile	108
Maximum	394
Range	354
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	23.910128
Coefficient of variation (CV)	0.29209943
Kurtosis	60.097287
Mean	81.856127
Median Absolute Deviation (MAD)	8
Skewness	6.2802651
Sum	299266
Variance	571.69421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	180	4.9%
77	166	4.5%
70	150	4.1%
73	146	4.0%
83	145	4.0%
78	139	3.8%
80	136	3.7%
74	136	3.7%
76	121	3.3%
85	119	3.3%
Other values (128)	2218	60.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40	2	0.1%
43	1	< 0.1%
44	2	0.1%
45	4	0.1%
47	3	0.1%
50	3	0.1%
52	2	0.1%
53	5	0.1%
54	5	0.1%
55	13	0.4%

Value	Count	Frequency (%)
394	2	0.1%
386	1	< 0.1%
370	1	< 0.1%
368	1	< 0.1%
348	1	< 0.1%
332	1	< 0.1%
325	1	< 0.1%
320	1	< 0.1%
294	1	< 0.1%
292	1	< 0.1%

TenYearCHD
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.1 KiB

0	3099
1	557

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	3099	84.8%
1	557	15.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3099	84.8%
1	557	15.2%

Most occurring characters

Value	Count	Frequency (%)
0	3099	84.8%
1	557	15.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3099	84.8%
1	557	15.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	3656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3099	84.8%
1	557	15.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3099	84.8%
1	557	15.2%

Auto

Heatmap
Table

	BMI	BPMeds	TenYearCHD	age	cigsPerDay	currentSmoker	diaBP	diabetes	education	glucose	heartRate	male	prevalentHyp	prevalentStroke	sysBP	totChol
BMI	1.000	0.144	0.089	0.147	-0.132	0.146	0.378	0.105	0.083	0.069	0.061	0.207	0.293	0.220	0.326	0.150
BPMeds	0.144	1.000	0.085	0.144	0.023	0.048	0.224	0.041	0.000	0.088	0.077	0.048	0.261	0.101	0.306	0.090
TenYearCHD	0.089	0.085	1.000	0.229	0.052	0.008	0.168	0.090	0.088	0.123	0.015	0.089	0.180	0.040	0.215	0.096
age	0.147	0.144	0.229	1.000	-0.211	0.221	0.212	0.104	0.140	0.114	-0.005	0.019	0.300	0.062	0.386	0.291
cigsPerDay	-0.132	0.023	0.052	-0.211	1.000	0.848	-0.093	0.000	0.043	-0.086	0.066	0.338	0.108	0.000	-0.116	-0.042
currentSmoker	0.146	0.048	0.008	0.221	0.848	1.000	0.116	0.037	0.059	0.078	0.070	0.206	0.106	0.030	0.126	0.041
diaBP	0.378	0.224	0.168	0.212	-0.093	0.116	1.000	0.052	0.044	0.052	0.179	0.066	0.642	0.048	0.780	0.195
diabetes	0.105	0.041	0.090	0.104	0.000	0.037	0.052	1.000	0.041	0.717	0.060	0.000	0.077	0.000	0.116	0.100
education	0.083	0.000	0.088	0.140	0.043	0.059	0.044	0.041	1.000	0.028	0.046	0.136	0.085	0.014	0.070	0.020
glucose	0.069	0.088	0.123	0.114	-0.086	0.078	0.052	0.717	0.028	1.000	0.099	0.000	0.087	0.030	0.120	0.033
heartRate	0.061	0.077	0.015	-0.005	0.066	0.070	0.179	0.060	0.046	0.099	1.000	0.110	0.142	0.000	0.175	0.094
male	0.207	0.048	0.089	0.019	0.338	0.206	0.066	0.000	0.136	0.000	0.110	1.000	0.000	0.000	0.103	0.081
prevalentHyp	0.293	0.261	0.180	0.300	0.108	0.106	0.642	0.077	0.085	0.087	0.142	0.000	1.000	0.060	0.716	0.160
prevalentStroke	0.220	0.101	0.040	0.062	0.000	0.030	0.048	0.000	0.014	0.030	0.000	0.000	0.060	1.000	0.066	0.000
sysBP	0.326	0.306	0.215	0.386	-0.116	0.126	0.780	0.116	0.070	0.120	0.175	0.103	0.716	0.066	1.000	0.234
totChol	0.150	0.090	0.096	0.291	-0.042	0.041	0.195	0.100	0.020	0.033	0.094	0.081	0.160	0.000	0.234	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	male	age	education	currentSmoker	cigsPerDay	prevalentHyp	totChol	sysBP	diaBP	BMI	heartRate	glucose	TenYearCHD
0	1	39	4.0	0	0.0	0	195.0	106.0	70.0	26.97	80.0	77.0	0
1	0	46	2.0	0	0.0	0	250.0	121.0	81.0	28.73	95.0	76.0	0
2	1	48	1.0	1	20.0	0	245.0	127.5	80.0	25.34	75.0	70.0	0
3	0	61	3.0	1	30.0	1	225.0	150.0	95.0	28.58	65.0	103.0	1
4	0	46	3.0	1	23.0	0	285.0	130.0	84.0	23.10	85.0	85.0	0
5	0	43	2.0	0	0.0	1	228.0	180.0	110.0	30.30	77.0	99.0	0
6	0	63	1.0	0	0.0	0	205.0	138.0	71.0	33.11	60.0	85.0	1
7	0	45	2.0	1	20.0	0	313.0	100.0	71.0	21.68	79.0	78.0	0
8	1	52	1.0	0	0.0	1	260.0	141.5	89.0	26.36	76.0	79.0	0
9	1	43	1.0	1	30.0	1	225.0	162.0	107.0	23.61	93.0	88.0	0

	male	age	education	currentSmoker	cigsPerDay	prevalentHyp	diabetes	totChol	sysBP	diaBP	BMI	heartRate	glucose	TenYearCHD
4224	1	47	2.0	1	3.0	0	0	198.0	120.0	80.0	25.23	75.0	76.0	0
4225	1	45	4.0	1	43.0	0	0	216.0	137.5	85.0	24.24	83.0	105.0	0
4226	1	58	1.0	0	0.0	0	0	233.0	125.5	84.0	26.05	67.0	76.0	1
4227	1	43	4.0	1	20.0	0	0	187.0	129.5	88.0	25.62	80.0	75.0	0
4228	0	50	1.0	0	0.0	1	1	260.0	190.0	130.0	43.67	85.0	260.0	0
4231	1	58	3.0	0	0.0	1	0	187.0	141.0	81.0	24.96	80.0	81.0	0
4232	1	68	1.0	0	0.0	1	0	176.0	168.0	97.0	23.14	60.0	79.0	1
4233	1	50	1.0	1	1.0	1	0	313.0	179.0	92.0	25.97	66.0	86.0	1
4234	1	51	3.0	1	43.0	0	0	207.0	126.5	80.0	19.71	65.0	68.0	0
4237	0	52	2.0	0	0.0	0	0	269.0	133.5	83.0	21.47	80.0	107.0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks